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AI integration & automation.

Add AI to a business that already works. We wire agents, LLM features, and workflow automation into your product and operations, with the discipline production AI actually requires.

Papercraft office being upgraded: glowing vermilion circuits thread through the walls as paper figures install screens and a robot arm

What we take on.

Use-case audit

We map your workflows, rank the AI opportunities by return, and kill the ones that will not pay for themselves.

Production agents

Agents that take real actions in your systems, with permissions, approval gates, and audit trails.

LLM product features

Retrieval, generation, and classification inside your product, with quality measured by evals, not vibes.

Workflow automation

The unglamorous automations that remove hours of manual work across the stack you already run.

Guardrails and cost control

Latency and cost budgets, fallback behavior, and monitoring, enforced from the first prototype.

Team enablement

Your people learn to own the prompts, evals, and pipelines. We leave no black boxes behind.

How it runs.

Start with one workflow

One workflow, instrumented end to end, running in production. Then we scale what the numbers justify.

Your stack, not ours

We build into the systems you already run rather than migrating you onto something new.

Model-agnostic

We choose models per use case, tell you the trade-offs plainly, and revisit as the market moves.

Human in the loop first

Agents earn autonomy. Early on, people review actions; the review loosens as the numbers prove it can.

Is this the right service?

A good fit if

  • Your team spends hours on repetitive knowledge work
  • You run a SaaS and competitors are shipping AI features
  • You have real operational data and a workflow worth automating
  • You want measurable return, not an AI press release

Not a fit if

  • The goal is AI for the announcement, with no measurable job
  • You expect to replace a whole team on day one
  • Nobody on your side can review agent actions early on

Next service: Strategy, audits & advisory →

Have something worth building?

Tell us what you are trying to ship. We will tell you honestly whether we are the right team for it.

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